# Tygart Media

- **Event:** [Meta Global AI Developer Hackathon](https://cerebralvalley.ai/e/meta-ai-developer-hackathon)
- **When:** Oct 26, 12:00 PM – Nov 4, 9:00 PM (EST)
- **Where:** Online
- **Team:** [William Tygart](https://cerebralvalley.ai/u/Tygart)
- **GitHub:** https://github.com/TygartMedia/tygart-os-fact-gated-fleet
- **Demo video:** https://www.youtube.com/watch?v=8xg3_UqEAPk
- **Gallery:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery
- **Page:** https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2243

Publishing at machine speed breaks facts quietly: a single AI editing pass invents plausible, confident, wrong "fixes" — and no human can hand-check thousands of live pages. Tygart-OS runs its real production fleet (six sites, 4,415 live pages) on Meta's Muse models with a separation-of-duties design: a Trio — Scout (low effort) flags, Fixer (medium) drafts, Adjudicator (max) strikes anything it cannot ground verbatim in the source, so the proposer never approves its own work — plus the Hopper, one dumb intake box with per-destination translator routers that confirm every routing by read-back. On the hackathon's credits it produced 2,769 monetization candidates, 2,062 adjudicated fixes, 36 staged work orders, and a mined corpus of 174 session recordings — $102.50 counted of the $153.31 envelope, every run receipted. Capstone field test: the router pattern ran live against a TEST copy of TruNorth Ops, third-party restoration software with no API — three verification runs, a nine-input storm drill with both designed traps caught, three estimator ROMs, and a three-day job whose checked sheets stop at the human signature gate.

## More from Meta Global AI Developer Hackathon

- [TitleGuard](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2240)
- [Lost & Frame](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2241)
- [Moria Crew](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2242)
- [CinemaFabric](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2244)
- [RAI-OS Team](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2245)
- [metaware studios](https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2246)

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Markdown version of https://cerebralvalley.ai/e/meta-ai-developer-hackathon/hackathon/gallery/2243. Site index for agents: https://cerebralvalley.ai/llms.txt · full text: https://cerebralvalley.ai/llms-full.txt